On the Trustworthiness of Tree Ensemble Explainability Methods.

Parinaz Sobhani Angeline Yasodhara Azin Asgarian Diego Huang Parinaz Sobhani On the Trustworthiness of Tree Ensemble Explainability Methods. 293-308 2021 CD-MAKE https://doi.org/10.1007/978-3-030-84060-0_19 conf/cdmake/2021 db/conf/cdmake/cdmake2021.html#YasodharaAHS21 Zilun Peng Akshay Budhkar Ilana Tuil Jason Levy Parinaz Sobhani Raphael Cohen Jumana Nassour Shrinking Bigfoot: Reducing wav2vec 2.0 footprint. 134-141 2021 SustaiNLP@EMNLP https://doi.org/10.18653/v1/2021.sustainlp-1.14 https://aclanthology.org/2021.sustainlp-1.14 conf/emnlp/2021sustainlp db/conf/emnlp/sustainlp2021.html#PengBTLSCN21

Zilun Peng Akshay Budhkar Ilana Tuil Jason Levy Parinaz Sobhani Raphael Cohen Jumana Nassour Shrinking Bigfoot: Reducing wav2vec 2.0 footprint. 2021 abs/2103.15760 CoRR https://arxiv.org/abs/2103.15760 db/journals/corr/corr2103.html#abs-2103-15760

Angeline Yasodhara Azin Asgarian Diego Huang Parinaz Sobhani On the Trustworthiness of Tree Ensemble Explainability Methods. 2021 abs/2110.00086 CoRR https://arxiv.org/abs/2110.00086 db/journals/corr/corr2110.html#abs-2110-00086

Parinaz Sobhani Diana Inkpen Xiaodan Zhu 0001 Exploring deep neural networks for multitarget stance detection. 82-97 2019 35 Comput. Intell. 1 https://doi.org/10.1111/coin.12189 https://www.wikidata.org/entity/Q129422012 db/journals/ci/ci35.html#SobhaniIZ19

Sophia Collet Robert Dadashi Zahi N. Karam Chang Liu Parinaz Sobhani Yevgeniy Vahlis Jichao Zhang Boosting Model Performance through Differentially Private Model Aggregation. 2018 abs/1811.04911 CoRR http://arxiv.org/abs/1811.04911 db/journals/corr/corr1811.html#abs-1811-04911

Azin Asgarian Parinaz Sobhani Ji Chao Zhang Madalin Mihailescu Ariel Sibilia Ahmed Bilal Ashraf Babak Taati A Hybrid Instance-based Transfer Learning Method. 2018 abs/1812.01063 CoRR http://arxiv.org/abs/1812.01063 db/journals/corr/corr1812.html#abs-1812-01063

Saif M. Mohammad Parinaz Sobhani Svetlana Kiritchenko Stance and Sentiment in Tweets. 26:1-26:23 2017 17 ACM Trans. Internet Techn. 3 https://doi.org/10.1145/3003433 db/journals/toit/toit17.html#MohammadSK17

Parinaz Sobhani Diana Inkpen Xiaodan Zhu 0001 A Dataset for Multi-Target Stance Detection. 551-557 2017 EACL (2) https://doi.org/10.18653/v1/e17-2088 https://aclanthology.org/E17-2088/ conf/eacl/2017-2 db/conf/eacl/eacl2017-2.html#InkpenZS17 Saif M. Mohammad Svetlana Kiritchenko Parinaz Sobhani Xiaodan Zhu 0001 Colin Cherry A Dataset for Detecting Stance in Tweets. 2016 LREC http://www.lrec-conf.org/proceedings/lrec2016/summaries/232.html conf/lrec/2016 db/conf/lrec/lrec2016.html#MohammadKSZC16 Xiaodan Zhu 0001 Parinaz Sobhani Hongyu Guo DAG-Structured Long Short-Term Memory for Semantic Compositionality. 917-926 2016 HLT-NAACL https://doi.org/10.18653/v1/n16-1106 https://aclanthology.org/N16-1106/ conf/naacl/2016 db/conf/naacl/naacl2016.html#ZhuSG16 Saif M. Mohammad Svetlana Kiritchenko Parinaz Sobhani Xiaodan Zhu 0001 Colin Cherry SemEval-2016 Task 6: Detecting Stance in Tweets. 31-41 2016 SemEval@NAACL-HLT https://doi.org/10.18653/v1/s16-1003 https://aclanthology.org/S16-1003/ conf/semeval/2016 db/conf/semeval/semeval2016.html#MohammadKSZC16 Parinaz Sobhani Saif M. Mohammad Svetlana Kiritchenko Detecting Stance in Tweets And Analyzing its Interaction with Sentiment. 2016 *SEM@ACL https://doi.org/10.18653/v1/s16-2021 https://aclanthology.org/S16-2021/ conf/starsem/2016 db/conf/starsem/starsem2016.html#SobhaniMK16

Saif M. Mohammad Parinaz Sobhani Svetlana Kiritchenko Stance and Sentiment in Tweets. 2016 abs/1605.01655 CoRR http://arxiv.org/abs/1605.01655 db/journals/corr/corr1605.html#MohammadSK16

Xiaodan Zhu 0001 Parinaz Sobhani Hongyu Guo Long Short-Term Memory Over Recursive Structures. 1604-1612 2015 ICML http://proceedings.mlr.press/v37/zhub15.html conf/icml/2015 db/conf/icml/icml2015.html#ZhuSG15 Parinaz Sobhani Diana Inkpen Stan Matwin From Argumentation Mining to Stance Classification. 67-77 2015 ArgMining@HLT-NAACL https://doi.org/10.3115/v1/w15-0509 https://aclanthology.org/W15-0509/ conf/naacl/2015am db/conf/naacl/argmining2015.html#SobhaniIM15 Xiaodan Zhu 0001 Hongyu Guo Parinaz Sobhani Neural Networks for Integrating Compositional and Non-compositional Sentiment in Sentiment Composition. 1-9 2015 *SEM@NAACL-HLT https://doi.org/10.18653/v1/s15-1001 https://aclanthology.org/S15-1001/ conf/starsem/2015 db/conf/starsem/starsem2015.html#ZhuGS15

Xiaodan Zhu 0001 Parinaz Sobhani Hongyu Guo Long Short-Term Memory Over Tree Structures. 2015 abs/1503.04881 CoRR http://arxiv.org/abs/1503.04881 db/journals/corr/corr1503.html#ZhuSG15

Parinaz Sobhani Herna L. Viktor Stan Matwin Learning from Imbalanced Data Using Ensemble Methods and Cluster-Based Undersampling. 69-83 2014 NFMCP https://doi.org/10.1007/978-3-319-17876-9_5 https://www.wikidata.org/entity/Q57707028 conf/pkdd/2014nfmcp db/conf/pkdd/nfmcp2014.html#SobhaniVM14 Parinaz Sobhani Hamid Beigy New Drift Detection Method for Data Streams. 88-97 2011 ICAIS https://doi.org/10.1007/978-3-642-23857-4_12 conf/icais/2011 db/conf/icais/icais2011.html#SobhaniB11 Azin Asgarian Ahmed Ashraf 0001Ahmed Bilal Ashraf Hamid Beigy Akshay Budhkar Colin Cherry Raphael Cohen Sophia Collet Robert Dadashi Hongyu Guo Diego Huang Diana Inkpen Zahi N. Karam Svetlana Kiritchenko Jason Levy Chang Liu Stan Matwin Madalin Mihailescu Saif M. Mohammad Jumana Nassour Zilun Peng Ariel Sibilia Babak Taati Ilana Tuil Yevgeniy Vahlis Herna L. Viktor Angeline Yasodhara Ji Chao Zhang Jichao Zhang Xiaodan Zhu 0001